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Laurent El Ghaoui - Publications

Affiliations: 
University of California, Berkeley, Berkeley, CA, United States 
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12 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2008 D'Aspremont A, Banerjee O, El Ghaoui L. First-order methods for sparse covariance selection Siam Journal On Matrix Analysis and Applications. 30: 56-66. DOI: 10.1137/060670985  0.619
2008 Banerjee O, El Ghaoui L, D'Aspremont A. Model selection through sparse maximum likelihood estimation for multivariate Gaussian or binary data Journal of Machine Learning Research. 9: 485-516.  0.601
2007 d'Aspremont A, El Ghaoui L, Jordan MI, Lanckriet GRG. A direct formulation for sparse PCA using semidefinite programming Siam Review. 49: 434-448. DOI: 10.1137/050645506  0.595
2006 Banerjee O, El Ghaoui L, D'Aspremont A, Natsoulis G. Convex optimization techniques for fitting sparse Gaussian graphical models Acm International Conference Proceeding Series. 148: 89-96. DOI: 10.1145/1143844.1143856  0.599
2005 Natsoulis G, El Ghaoui L, Lanckriet GR, Tolley AM, Leroy F, Dunlea S, Eynon BP, Pearson CI, Tugendreich S, Jarnagin K. Classification of a large microarray data set: algorithm comparison and analysis of drug signatures. Genome Research. 15: 724-36. PMID 15867433 DOI: 10.1101/Gr.2807605  0.523
2004 Bhattacharyya C, Grate LR, Jordan MI, El Ghaoui L, Mian IS. Robust sparse hyperplane classifiers: application to uncertain molecular profiling data. Journal of Computational Biology : a Journal of Computational Molecular Cell Biology. 11: 1073-89. PMID 15662199 DOI: 10.1089/cmb.2004.11.1073  0.309
2004 Lanckriet GRG, Cristianini N, Bartlett P, El Ghaoui L, Jordan MI. Learning the kernel matrix with semidefinite programming Journal of Machine Learning Research. 5.  0.511
2003 El Ghaoui L, Oks M, Oustry F. Worst-case value-at-risk and robust portfolio optimization: A conic programming approach Operations Research. 51: 543-556+673. DOI: 10.1287/Opre.51.4.543.16101  0.301
2003 Lanckriet GRG, El Ghaoui L, Bhattacharyya C, Jordan MI. A robust minimax approach to classification Journal of Machine Learning Research. 3: 555-582. DOI: 10.1162/153244303321897726  0.603
2003 Lanckriet GRG, El Ghaoui L, Jordan MI. Robust novelty detection with single-class MPM Advances in Neural Information Processing Systems.  0.5
2001 Calafiore G, El Ghaoui L. Robust maximum likelihood estimation in the linear model Automatica. 37: 573-580. DOI: 10.1016/S0005-1098(00)00189-8  0.359
1993 Boyd S, El Ghaoui L. Method of centers for minimizing generalized eigenvalues Linear Algebra and Its Applications. 188: 63-111. DOI: 10.1016/0024-3795(93)90465-Z  0.321
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